Various fixes for tutorial

| Q             | A
| ------------- | ---
| Doc fix?      | yes
| New docs?     | no
| Applies to    | all (or 2.3+)
| Fixed tickets | #559 
Yeah I know :) I was in a hurry this morning and just wanted to get this up.